Most likely the auditory nerve fibers that connect to the hair cells are damaged (but not dead yet). The onset of tinnitus is a complex process, and although there are several theories, I don't think there is a complete agreed upon pathophysiological explanation.

Take it as a big warning sign. You can get temporary tinnitus and have already done permanent damage, noise induced damage to the auditory system is cumulative.